Search GitHub for battle-tested solutions instead of reinventing the wheel. Use when the user''s problem is universal enough that open source developers have probably solved it already—especially for: format conversion (video/audio/image/document), media downloading, file manipulation, web scraping/archiving, automation scripts, and CLI tools. Prefer this skill over writing custom code for well-trodden problems.
Scanned 9/9/2026
Install to Claude Code
npx -y skills add onfire7777/universal-ai-skills-library --skill github-gem-seeker --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: github-gem-seeker
description: 'Search GitHub for battle-tested solutions instead of reinventing the wheel. Use when the user''s problem is universal enough that open source developers have probably solved it already—especially for: format conversion (video/audio/image/document), media downloading, file manipulation, web scraping/archiving, automation scripts, and CLI tools. Prefer this skill over writing custom code for well-trodden problems.'
license: Unspecified
---
# GitHub Gem Seeker
Find and use battle-tested open source projects on GitHub to solve the user's problem immediately. After successfully solving the problem, offer to package the solution into a reusable skill.
## Core Philosophy
Classic open source projects, tested by countless users over many years, are far more reliable than code written from scratch. **Solve the problem first, skill-ify later.**
## Workflow
### Step 1: Understand the Need
Clarify what the user wants to accomplish. Ask only if truly ambiguous:
- What specific problem are you trying to solve?
- What format/input/output do you expect?
### Step 2: Find the Right Tool
Search for GitHub projects using effective query patterns:
| Need Type | Query Pattern | Example |
|-----------|---------------|---------|
| Tool/utility | `github [task] tool` | `github video download tool` |
| Library | `github [language] [function] library` | `github python pdf library` |
| Alternative | `github [known-tool] alternative` | `github ffmpeg alternative` |
### Step 3: Evaluate Quality (Quick Check)
Assess candidates using key indicators:
| Indicator | Gem Signal | Warning Signal |
|-----------|------------|----------------|
| Stars | 1k+ solid, 10k+ excellent, 50k+ legendary | <100 for mature projects |
| Last commit | Within 6 months | >2 years ago |
| Documentation | Clear README, examples | Sparse or outdated docs |
### Step 4: Solve the Problem
**This is the priority.** Install the tool and use it to solve the user's actual problem:
1. Install the chosen tool (pip, npm, apt, or direct download)
2. Run it with the user's input/files
3. Deliver the result to the user
4. Troubleshoot if needed—iterate until solved
### Step 5: Credit the Gem & Offer Next Steps (Post-Success Only)
**Only after the problem is successfully solved:**
1. **Credit the open source project** — Always share the GitHub repo URL and encourage support:
> "This was powered by **[Project Name]** — an amazing open source project!
> GitHub: [URL]
> If it helped you, consider giving it a ⭐ star to support the maintainers."
2. **Offer to skill-ify** — Optionally mention:
> "If you'll need this again, I can package it into a reusable skill for instant use next time."
Do NOT skip crediting the project. Open source thrives on recognition.
## Quality Tiers
| Tier | Criteria | Examples |
|------|----------|----------|
| **Legendary** | 50k+ stars, industry standard | FFmpeg, ImageMagick, yt-dlp |
| **Excellent** | 10k+ stars, strong community | Pake, ArchiveBox |
| **Solid** | 1k+ stars, well-documented | Most maintained tools |
| **Promising** | <1k stars, active development | Newer niche projects |
Prefer higher tiers for reliability.
## Example Interaction
**User:** I need to download this YouTube video: [link]
**Correct approach:**
1. Identify yt-dlp as the legendary-tier solution
2. Install yt-dlp
3. Download the video for the user
4. Deliver the downloaded file
5. *After success:* "This was powered by **yt-dlp** — https://github.com/yt-dlp/yt-dlp — give it a ⭐ if it helped! If you download videos often, I can turn this into a skill for instant use next time."
**Wrong approach:**
- ❌ "I found yt-dlp, want me to make a skill for it?"
- ❌ Presenting options without solving the problem
## Common Gems Reference
| Category | Go-to Gems |
|----------|------------|
| Video/Audio processing | FFmpeg, yt-dlp |
| Image processing | ImageMagick, sharp |
| PDF manipulation | pdf-lib, PyMuPDF |
| Web scraping | Playwright, Puppeteer, Scrapy |
| Format conversion | Pandoc, FFmpeg |
| Archiving | ArchiveBox |
| Desktop app packaging | Electron, Tauri, Pake |
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